| ,R-Syn-1,R-Syn-Max,R-Sem,S-Syn-1,S-Syn-Max,S-Sem-R,S-Sem-W-1,S-Sem-W-max,total |
| Qwen-3.5-397B,0.941 (±0.215),0.994 (±0.015),1.000 (±0.000),1.000 (±0.000),1.000 (±0.000),1.000 (±0.000),0.940 (±0.211),0.940 (±0.211),0.977 (±0.133) |
| Claude Opus 4.6,0.934 (±0.234),0.996 (±0.013),0.657 (±0.415),1.000 (±0.000),1.000 (±0.000),1.000 (±0.000),0.747 (±0.362),0.837 (±0.311),0.896 (±0.270) |
| Claude Sonnet 4.6,0.934 (±0.234),0.996 (±0.013),0.282 (±0.300),1.000 (±0.000),1.000 (±0.000),1.000 (±0.000),0.747 (±0.362),0.797 (±0.338),0.844 (±0.321) |
| Gemini 3 Flash Preview,0.961 (±0.168),0.995 (±0.014),0.973 (±0.061),1.000 (±0.000),1.000 (±0.000),1.000 (±0.000),0.760 (±0.367),0.850 (±0.312),0.942 (±0.200) |
| GPT5.2-chat,0.962 (±0.168),0.995 (±0.014),1.000 (±0.000),1.000 (±0.000),1.000 (±0.000),1.000 (±0.000),0.807 (±0.332),0.877 (±0.276),0.955 (±0.178) |
| GPT5.4 2026/03,0.934 (±0.234),0.996 (±0.013),0.998 (±0.020),1.000 (±0.000),1.000 (±0.000),1.000 (±0.000),0.647 (±0.388),0.687 (±0.381),0.908 (±0.253) |
| Claude 3.5 Haiku,0.937 (±0.203),0.984 (±0.029),0.779 (±0.395),1.000 (±0.000),1.000 (±0.000),1.000 (±0.000),0.817 (±0.325),0.887 (±0.266),0.925 (±0.232) |
| Claude 3.5 Sonnet,0.950 (±0.175),0.990 (±0.022),0.832 (±0.370),0.980 (±0.125),1.000 (±0.000),1.000 (±0.000),0.857 (±0.295),0.857 (±0.295),0.933 (±0.222) |
| Deepseek-Coder-33B,0.773 (±0.366),0.882 (±0.269),0.263 (±0.297),0.943 (±0.221),0.984 (±0.112),0.313 (±0.309),0.689 (±0.379),0.703 (±0.374),0.694 (±0.396) |
| Deepseek-R1,0.955 (±0.174),0.991 (±0.020),0.992 (±0.089),0.935 (±0.247),1.000 (±0.000),1.000 (±0.000),0.746 (±0.382),0.832 (±0.316),0.931 (±0.226) |
| Deepseek-Chat-v3,0.843 (±0.347),0.991 (±0.020),0.591 (±0.466),0.957 (±0.202),0.997 (±0.050),0.923 (±0.214),0.702 (±0.384),0.782 (±0.348),0.848 (±0.326) |
| Gemini 1.5 Flash,0.920 (±0.242),0.983 (±0.028),0.878 (±0.325),0.865 (±0.324),0.910 (±0.272),1.000 (±0.000),0.850 (±0.304),0.850 (±0.304),0.907 (±0.263) |
| Gemini 1.5 Pro,0.887 (±0.291),0.966 (±0.127),0.796 (±0.399),0.845 (±0.339),0.905 (±0.286),1.000 (±0.000),0.883 (±0.276),0.883 (±0.276),0.896 (±0.282) |
| Gemini 2.0 Flash Exp,0.986 (±0.025),0.988 (±0.024),0.931 (±0.197),0.994 (±0.079),1.000 (±0.000),1.000 (±0.000),0.604 (±0.394),0.657 (±0.387),0.895 (±0.260) |
| Llama-3.1-70B,0.908 (±0.234),0.973 (±0.034),0.559 (±0.484),0.997 (±0.050),0.997 (±0.050),1.000 (±0.000),0.694 (±0.381),0.754 (±0.361),0.860 (±0.311) |
| Llama-3.1-8B,0.779 (±0.375),0.915 (±0.228),0.462 (±0.421),0.401 (±0.475),0.521 (±0.477),0.535 (±0.377),0.273 (±0.401),0.355 (±0.425),0.530 (±0.452) |
| Llama-3.2-1B,0.250 (±0.366),0.411 (±0.409),0.159 (±0.254),0.026 (±0.143),0.079 (±0.260),0.021 (±0.070),0.010 (±0.050),0.027 (±0.073),0.123 (±0.276) |
| Llama-3.2-3B,0.402 (±0.452),0.773 (±0.332),0.344 (±0.397),0.196 (±0.374),0.322 (±0.444),0.308 (±0.373),0.120 (±0.256),0.212 (±0.308),0.335 (±0.416) |
| Llama-3.3-70B,0.975 (±0.032),0.978 (±0.029),0.595 (±0.487),0.985 (±0.122),1.000 (±0.000),1.000 (±0.000),0.617 (±0.398),0.671 (±0.385),0.853 (±0.318) |
| Llama-3.0-70B,0.961 (±0.114),0.974 (±0.033),0.523 (±0.480),0.955 (±0.208),0.990 (±0.099),1.000 (±0.000),0.645 (±0.405),0.731 (±0.367),0.847 (±0.324) |
| Llama-3.0-8B,0.586 (±0.426),0.632 (±0.416),0.219 (±0.290),0.271 (±0.445),0.425 (±0.488),0.615 (±0.337),0.281 (±0.397),0.445 (±0.417),0.434 (±0.435) |
| Llama-4-Maverick,0.870 (±0.241),0.974 (±0.033),0.655 (±0.465),0.960 (±0.196),1.000 (±0.000),0.910 (±0.244),0.687 (±0.381),0.815 (±0.327),0.859 (±0.305) |
| GPT3.5 2024/01,0.975 (±0.126),0.995 (±0.014),0.411 (±0.442),0.944 (±0.230),1.000 (±0.000),0.696 (±0.374),0.674 (±0.387),0.707 (±0.376),0.800 (±0.356) |
| GPT4o 2024/11,0.937 (±0.212),0.986 (±0.024),0.726 (±0.377),1.000 (±0.000),1.000 (±0.000),0.881 (±0.183),0.817 (±0.325),0.867 (±0.286),0.902 (±0.244) |
| GPT4o-mini 2024/07,0.919 (±0.232),0.983 (±0.030),0.384 (±0.415),0.921 (±0.246),0.960 (±0.174),0.962 (±0.089),0.709 (±0.385),0.777 (±0.349),0.827 (±0.333) |
| GPTo1-mini 2024/09,0.835 (±0.351),0.992 (±0.018),0.994 (±0.031),1.000 (±0.000),1.000 (±0.000),1.000 (±0.000),0.697 (±0.379),0.767 (±0.354),0.911 (±0.251) |
| GPTo1-pre 2024/09,0.911 (±0.256),0.992 (±0.020),0.658 (±0.373),1.000 (±0.000),1.000 (±0.000),1.000 (±0.000),0.742 (±0.365),0.812 (±0.329),0.889 (±0.268) |
| OpenCoder-8B,0.746 (±0.405),0.817 (±0.354),0.167 (±0.285),0.622 (±0.482),0.737 (±0.437),0.400 (±0.422),0.459 (±0.422),0.509 (±0.417),0.557 (±0.454) |
| Phi-3.5-mini,0.608 (±0.412),0.639 (±0.390),0.176 (±0.297),0.637 (±0.466),0.683 (±0.450),0.450 (±0.381),0.309 (±0.367),0.350 (±0.371),0.481 (±0.432) |
| Phi-3.5-MoE,0.831 (±0.296),0.841 (±0.287),0.517 (±0.421),0.808 (±0.391),0.932 (±0.238),0.688 (±0.185),0.637 (±0.394),0.648 (±0.389),0.738 (±0.359) |
| Phi-3.0-medium-128k,0.838 (±0.318),0.886 (±0.257),0.248 (±0.364),0.547 (±0.475),0.603 (±0.466),0.625 (±0.316),0.360 (±0.412),0.385 (±0.417),0.561 (±0.439) |
| Phi-3.0-mini-128k,0.582 (±0.424),0.660 (±0.388),0.263 (±0.333),0.486 (±0.479),0.549 (±0.480),0.428 (±0.336),0.231 (±0.291),0.245 (±0.292),0.431 (±0.415) |
| Phi-3.0-small-128k,0.346 (±0.394),0.432 (±0.385),0.284 (±0.364),0.366 (±0.427),0.394 (±0.429),0.593 (±0.487),0.278 (±0.352),0.300 (±0.356),0.374 (±0.413) |
| Qwen-2.0-0.5B,0.068 (±0.159),0.076 (±0.171),0.085 (±0.205),0.005 (±0.071),0.012 (±0.111),0.040 (±0.136),0.006 (±0.072),0.010 (±0.080),0.038 (±0.138) |
| Qwen-2.0-1.5B,0.126 (±0.294),0.145 (±0.314),0.222 (±0.349),0.293 (±0.448),0.351 (±0.465),0.154 (±0.196),0.105 (±0.177),0.115 (±0.182),0.189 (±0.332) |
| Qwen-2.5-0.5B,0.053 (±0.153),0.101 (±0.235),0.083 (±0.199),0.157 (±0.360),0.185 (±0.384),0.071 (±0.179),0.061 (±0.128),0.064 (±0.129),0.097 (±0.244) |
| Qwen-2.5-14B,0.781 (±0.393),0.922 (±0.245),0.331 (±0.432),0.897 (±0.303),0.910 (±0.286),0.933 (±0.240),0.658 (±0.378),0.671 (±0.374),0.763 (±0.390) |
| Qwen-2.5-1.5B,0.470 (±0.459),0.584 (±0.452),0.266 (±0.339),0.494 (±0.485),0.527 (±0.482),0.127 (±0.268),0.186 (±0.272),0.244 (±0.326),0.362 (±0.428) |
| Qwen-2.5-32B,0.979 (±0.030),0.982 (±0.028),0.603 (±0.471),0.992 (±0.080),1.000 (±0.000),0.800 (±0.400),0.603 (±0.391),0.651 (±0.388),0.826 (±0.341) |
| Qwen-2.5-3B,0.718 (±0.410),0.857 (±0.292),0.374 (±0.434),0.733 (±0.431),0.803 (±0.384),0.453 (±0.451),0.407 (±0.395),0.479 (±0.394),0.603 (±0.441) |
| Qwen-2.5-72B,0.871 (±0.317),0.987 (±0.025),0.614 (±0.471),1.000 (±0.000),1.000 (±0.000),1.000 (±0.000),0.731 (±0.369),0.811 (±0.329),0.877 (±0.300) |
| Qwen-2.0-57B-A14B,0.741 (±0.399),0.932 (±0.173),0.222 (±0.370),0.860 (±0.345),0.895 (±0.307),0.630 (±0.438),0.510 (±0.399),0.599 (±0.393),0.673 (±0.424) |
| Qwen-2.5-7B,0.966 (±0.139),0.973 (±0.119),0.329 (±0.411),0.917 (±0.258),0.976 (±0.136),0.586 (±0.459),0.565 (±0.397),0.603 (±0.391),0.739 (±0.394) |
| Qwen-2.5-Coder-32B,0.937 (±0.219),0.991 (±0.017),0.478 (±0.476),1.000 (±0.000),1.000 (±0.000),1.000 (±0.000),0.814 (±0.325),0.830 (±0.314),0.881 (±0.297) |
| Qwen-2.0-72B,0.964 (±0.040),0.971 (±0.038),0.339 (±0.426),0.950 (±0.199),1.000 (±0.000),1.000 (±0.000),0.630 (±0.380),0.688 (±0.365),0.818 (±0.338) |
| Qwen-2.0-7B,0.566 (±0.452),0.739 (±0.405),0.232 (±0.305),0.799 (±0.397),0.836 (±0.365),0.573 (±0.476),0.298 (±0.359),0.369 (±0.389),0.551 (±0.452) |
| Qwen-3-235B,0.912 (±0.260),0.993 (±0.017),0.980 (±0.139),0.960 (±0.196),0.993 (±0.086),1.000 (±0.000),0.704 (±0.396),0.813 (±0.337),0.919 (±0.246) |
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